Nazneen khan biography graphic organizer

  • Nazneen knows not a
  • Nazneen Khan. Professor. Dr.

    • VIKAS JOLLY

    World Peace Ambassador of IndiaI am a motivational speaker , mind programmer, business consultant, spritual healer . I have done MA in religion from GNDU Amritsar , Punjab

    MOHAMMD MOHSIN

    World Peace Ambassador of India

    EZEKIEL AZI AJIJI

    World Peace Ambassador of Nigeriai am a graduate of peace and conflict resolution, a solid background in Mediation. i have just completed my Institute for Economics and Peace program from SYDNEY, AUSTRALIA. A volunteer staff with Searchlight Initiative for Community Peace Advocacy and Development in Nigeria, BAUCHI STATE, NIGERIA

    AGBOR VERINE ETENGENE EGBENCHONG

    World Peace Ambassador of CameroonFormally, with prospects of acquiring a solid educational foundation, and a kickoff with a Bachelor's Degree, in Conflict Resolution & International Relations, and equally pursuing other advanced degrees alongside specialized training in diplomacy and other related disciplines. At Entry-Level Positions as an aspiring diplomat, I started

    Pierangelo Panozzo Esq.

    World Peace Ambassador of ItalySouth African Citizenship works since the last 51 years worldwide for develop busines. www.emti.it

    H.S.M.R.I. AMB DR PROF SAYED SALIM AL SOUS

    World Peace Ambassador of Lebanonاعمل مع المنظمات الدولية المعتمدة من المجلس الاقتصادي الاجتماعي لأمم المتحدة نائب الرئيس الدولي للمركز الفرنسي العالمي للعلماء والمخترعين في جنيف فرنسا للهيئة العالمية الويبو مساعد الأمين العام لمجلس السلام الدولي لأمم المتحدة امين عام شرق الاوسط للمجلس السلام العالمي والحكم للسلك الدبلوماسي للأمم المتحدة سفير

    Primrose Kobusingye

    World Peace Ambassador of UgandaMy name is Primrose. A lover of the girl child, a professional marketer and an advocate for mental health. I sit on two board, one focusing on skilling women and youth while the other focuses on mental health in Uganda

    Kasango Dickens Pesa

    World Peace Ambassador of UgandaI am a passionate, dedicated, skilled, experienced professional with a diversity of expertise

    Exploring Precision and Recall
    to assess the quality and diversity of LLMs

    Florian Le BronnecAlexandre Verine
    Benjamin NegrevergneYann ChevaleyreAlexandre Allauzen
    Miles, Université Paris-Dauphine, Université PSL, CNRS, LAMSADE, 75016 Paris, France
    Sorbonne Université, CNRS, ISIR, F-75005 Paris, France

    Abstract

    We introduce a novel evaluation framework for Large Language Models (LLMs) such as Llama-2 and Mistral, focusing on importing Precision and Recall metrics from image generation to text generation. This approach allows for a nuanced assessment of the quality and diversity of generated text without the need for aligned corpora. By conducting a comprehensive evaluation of state-of-the-art language models, the study reveals new insights into their performance on open-ended generation tasks, which are not adequately captured by traditional benchmarks. The findings highlight a trade-off between the quality and diversity of generated samples, particularly when models are fine-tuned on instruction dataset or with human feedback. This work extends the toolkit for distribution-based NLP evaluation, offering insights into the practical capabilities and challenges that current LLMs face in generating diverse and high-quality text. We release our code and data.

    Exploring Precision and Recall
    to assess the quality and diversity of LLMs



    1 Introduction

    In recent years and months, there has been a rapid democratization of Large Language Models (LLMs), exemplified by platforms such as ChatGPT (OpenAI et al., 2024) and HuggingChat (Hugging Face, 2024). These models are now widely accessible for a diverse range of tasks, from composing emails and application letters to performing multi-document summarization, generating medical prescriptions, and even crafting poetry and novels (Hosseini et al., 2023; Skjuve et al., 2023). The expanding spectrum of applications underscores the ubiquity of LLMs in our daily lives, necessitating

    Bibliographies for South Asian Studies: Diaspora Literature

    Sadiq, Zeeba, 1962-
    38 Bahadurabad
    London : Faber and Faber, 1996
    132 p. 22 cm

    Jhabvala, Ruth Prawer, 1927-
    A backward place
    New York, Norton [1965]
    255 p. 22 cm

    Naipaul, V. S. (Vidiadhar Surajprasad), 1932-
    A bend in the river
    New York : Knopf distributed by Random House, 1979
    278 p. 22 cm

    Selvon, Samuel
    A brighter sun
    Harlow, Essex : Longman, 1985, c1952
    215 p. 20 cm

    Suhail, Khalid
    A broken man, and other stories
    Lahore, Pakistan : Pakistan Books and Literary Sounds Whitby, Ont., Canada : Distributed by Zahid Lodhi, Creative Links, c1992
    126 p. 22 cm

    Daniels-Ramanujan, Molly, 1932-
    A city of children and other stories
    Delhi : Chanakya Publications, 1986
    183 p. 22 cm

    Menen, Aubrey
    A conspiracy of women
    New York Random House [c1965]
    244 p 22 cm

    Khan, Ismith, 1925-
    A day in the country and other stories
    Leeds, Yorkshire, England : Peepal Tree, 1994
    142 p. : port. 21 cm

    Ghose, Zulfikar, 1935-
    A different world
    Woodstock, N.Y. : Overlook Press, 1984, c1978
    316 p. 21 cm

    Mistry, Rohinton, 1952-
    A fine balance : a novel
    New York : Knopf : Distributed by Random House, 1996
    603 p. 25 cm

    Naipaul, V. S. (Vidiadhar Surajprasad), 1932-
    A flag on the island
    New York, Macmillan [c1967]
    235 p. 21 cm

    Naipaul, Shiva, 1945-
    A hot country
    London : Hamish Hamilton, 1983
    185 p. 23 cm

    Naipaul, V. S. (Vidiadhar Surajprasad), 1932-
    A house for Mr. Biswas
    New York : Knopf : Distributed by Random House, 1995
    xxxi, 564 p. 22 cm

    Langley, Lee
    A house in Pondicherry
    London : Heinemann, 1995
    275 p. 23 cm

    Rahaman, Vashanti
    A little salmon for witness : A story from Trinidad
    New York : Lodestar Books, c1997
    1 v. (unpaged) : col. ill. 26 cm


    A lotus of another color : an unfolding of the South Asian gay and lesbian experience
    Boston : Alyson Publications, c1993
    303 p

    Shankar, Subramanian, 1962-
    A map of where I live
    Portsmouth, NH : Heinemann, c1997
    vii, 241 p. 20 cm


    A Meeting of streams : South Asian Canadian literatu

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